I say 20% to the IRS will cover you fine. But the highest tax rate by a state that I'm currently aware of, is something like 8.5%. So find out what your state's highest tax rate is. Then if you send the state that percentage of your gross business income each quarter, you "know" you're covered for the state taxes.
